{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run this if in COLAB\n",
    "!pip install --upgrade https://github.com/Theano/Theano/archive/master.zip\n",
    "!pip install --upgrade https://github.com/Lasagne/Lasagne/archive/master.zip\n",
    "    \n",
    "!wget -q https://raw.githubusercontent.com/yandexdataschool/Practical_RL/master/week5_explore/bayes.py\n",
    "!wget -q https://raw.githubusercontent.com/yandexdataschool/Practical_RL/master/week5_explore/action_rewards.npy\n",
    "!wget -q https://raw.githubusercontent.com/yandexdataschool/Practical_RL/master/week5_explore/all_states.npy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from abc import ABCMeta, abstractmethod, abstractproperty\n",
    "import enum\n",
    "\n",
    "import numpy as np\n",
    "np.set_printoptions(precision=3)\n",
    "np.set_printoptions(suppress=True)\n",
    "\n",
    "import pandas\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contents\n",
    "* [1. Bernoulli Bandit](#Part-1.-Bernoulli-Bandit)\n",
    "    * [Bonus 1.1. Gittins index (5 points)](#Bonus-1.1.-Gittins-index-%285-points%29.)\n",
    "    * [HW 1.1. Nonstationary Bernoulli bandit](#HW-1.1.-Nonstationary-Bernoulli-bandit)\n",
    "* [2. Contextual bandit](#Part-2.-Contextual-bandit)\n",
    "    * [2.1 Bulding a BNN agent](#2.1-Bulding-a-BNN-agent)\n",
    "    * [2.2 Training the agent](#2.2-Training-the-agent)\n",
    "    * [HW 2.1 Better exploration](#HW-2.1-Better-exploration)\n",
    "* [3. Exploration in MDP](#Part-3.-Exploration-in-MDP)\n",
    "    * [Bonus 3.1 Posterior sampling RL (3 points)](#Bonus-3.1-Posterior-sampling-RL-%283-points%29)\n",
    "    * [Bonus 3.2 Bootstrapped DQN (10 points)](#Bonus-3.2-Bootstrapped-DQN-%2810-points%29)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1. Bernoulli Bandit\n",
    "\n",
    "We are going to implement several exploration strategies for simplest problem - bernoulli bandit.\n",
    "\n",
    "The bandit has $K$ actions. Action produce 1.0 reward $r$ with probability $0 \\le \\theta_k \\le 1$ which is unknown to agent, but fixed over time. Agent's objective is to minimize regret over fixed number $T$ of action selections:\n",
    "\n",
    "$$\\rho = T\\theta^* - \\sum_{t=1}^T r_t$$\n",
    "\n",
    "Where $\\theta^* = \\max_k\\{\\theta_k\\}$\n",
    "\n",
    "**Real-world analogy:**\n",
    "\n",
    "Clinical trials - we have $K$ pills and $T$ ill patient. After taking pill, patient is cured with probability $\\theta_k$. Task is to find most efficient pill.\n",
    "\n",
    "A research on clinical trials - https://arxiv.org/pdf/1507.08025.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BernoulliBandit:\n",
    "    def __init__(self, n_actions=5):\n",
    "        self._probs = np.random.random(n_actions)\n",
    "\n",
    "    @property\n",
    "    def action_count(self):\n",
    "        return len(self._probs)\n",
    "\n",
    "    def pull(self, action):\n",
    "        if np.any(np.random.random() > self._probs[action]):\n",
    "            return 0.0\n",
    "        return 1.0\n",
    "\n",
    "    def optimal_reward(self):\n",
    "        \"\"\" Used for regret calculation\n",
    "        \"\"\"\n",
    "        return np.max(self._probs)\n",
    "\n",
    "    def step(self):\n",
    "        \"\"\" Used in nonstationary version\n",
    "        \"\"\"\n",
    "        pass\n",
    "\n",
    "    def reset(self):\n",
    "        \"\"\" Used in nonstationary version\n",
    "        \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbstractAgent(metaclass=ABCMeta):\n",
    "    def init_actions(self, n_actions):\n",
    "        self._successes = np.zeros(n_actions)\n",
    "        self._failures = np.zeros(n_actions)\n",
    "        self._total_pulls = 0\n",
    "\n",
    "    @abstractmethod\n",
    "    def get_action(self):\n",
    "        \"\"\"\n",
    "        Get current best action\n",
    "        :rtype: int\n",
    "        \"\"\"\n",
    "        pass\n",
    "\n",
    "    def update(self, action, reward):\n",
    "        \"\"\"\n",
    "        Observe reward from action and update agent's internal parameters\n",
    "        :type action: int\n",
    "        :type reward: int\n",
    "        \"\"\"\n",
    "        self._total_pulls += 1\n",
    "        if reward == 1:\n",
    "            self._successes[action] += 1\n",
    "        else:\n",
    "            self._failures[action] += 1\n",
    "\n",
    "    @property\n",
    "    def name(self):\n",
    "        return self.__class__.__name__\n",
    "\n",
    "\n",
    "class RandomAgent(AbstractAgent):\n",
    "    def get_action(self):\n",
    "        return np.random.randint(0, len(self._successes))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Epsilon-greedy agent\n",
    "\n",
    "**for** $t = 1,2,...$ **do**\n",
    "\n",
    "&nbsp;&nbsp; **for** $k = 1,...,K$ **do**\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; $\\hat\\theta_k \\leftarrow \\alpha_k / (\\alpha_k + \\beta_k)$\n",
    "\n",
    "&nbsp;&nbsp; **end for** \n",
    "\n",
    "&nbsp;&nbsp; $x_t \\leftarrow argmax_{k}\\hat\\theta$ with probability $1 - \\epsilon$ or random action with probability $\\epsilon$\n",
    "\n",
    "&nbsp;&nbsp; Apply $x_t$ and observe $r_t$\n",
    "\n",
    "&nbsp;&nbsp; $(\\alpha_{x_t}, \\beta_{x_t}) \\leftarrow (\\alpha_{x_t}, \\beta_{x_t}) + (r_t, 1-r_t)$\n",
    "\n",
    "**end for**\n",
    "\n",
    "Implement the algorithm above in the cell below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class EpsilonGreedyAgent(AbstractAgent):\n",
    "    def __init__(self, epsilon=0.01):\n",
    "        self._epsilon = epsilon\n",
    "\n",
    "    def get_action(self):\n",
    "        # YOUR CODE HERE\n",
    "\n",
    "    @property\n",
    "    def name(self):\n",
    "        return self.__class__.__name__ + \"(epsilon={})\".format(self._epsilon)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### UCB Agent\n",
    "Epsilon-greedy strategy heve no preference for actions. It would be better to select among actions that are uncertain or have potential to be optimal. One can come up with idea of index for each action that represents otimality and uncertainty at the same time. One efficient way to do it is to use UCB1 algorithm:\n",
    "\n",
    "**for** $t = 1,2,...$ **do**\n",
    "\n",
    "&nbsp;&nbsp; **for** $k = 1,...,K$ **do**\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; $w_k \\leftarrow \\alpha_k / (\\alpha_k + \\beta_k) + \\sqrt{2log\\ t \\ / \\ (\\alpha_k + \\beta_k)}$\n",
    "\n",
    "&nbsp;&nbsp; **end for** \n",
    "\n",
    "&nbsp;&nbsp; **end for** \n",
    " $x_t \\leftarrow argmax_{k}w$\n",
    "\n",
    "&nbsp;&nbsp; Apply $x_t$ and observe $r_t$\n",
    "\n",
    "&nbsp;&nbsp; $(\\alpha_{x_t}, \\beta_{x_t}) \\leftarrow (\\alpha_{x_t}, \\beta_{x_t}) + (r_t, 1-r_t)$\n",
    "\n",
    "**end for**\n",
    "\n",
    "__Note:__ in practice, one can multiply $\\sqrt{2log\\ t \\ / \\ (\\alpha_k + \\beta_k)}$ by some tunable parameter to regulate agent's optimism and wilingness to abandon non-promising actions.\n",
    "\n",
    "More versions and optimality analysis - https://homes.di.unimi.it/~cesabian/Pubblicazioni/ml-02.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class UCBAgent(AbstractAgent):\n",
    "    def get_action(self):\n",
    "        # YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Thompson sampling\n",
    "\n",
    "UCB1 algorithm does not take into account actual distribution of rewards. If we know the distribution - we can do much better by using Thompson sampling:\n",
    "\n",
    "**for** $t = 1,2,...$ **do**\n",
    "\n",
    "&nbsp;&nbsp; **for** $k = 1,...,K$ **do**\n",
    "\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Sample $\\hat\\theta_k \\sim beta(\\alpha_k, \\beta_k)$\n",
    "\n",
    "&nbsp;&nbsp; **end for** \n",
    "\n",
    "&nbsp;&nbsp; $x_t \\leftarrow argmax_{k}\\hat\\theta$\n",
    "\n",
    "&nbsp;&nbsp; Apply $x_t$ and observe $r_t$\n",
    "\n",
    "&nbsp;&nbsp; $(\\alpha_{x_t}, \\beta_{x_t}) \\leftarrow (\\alpha_{x_t}, \\beta_{x_t}) + (r_t, 1-r_t)$\n",
    "\n",
    "**end for**\n",
    " \n",
    "\n",
    "More on Thompson Sampling:\n",
    "https://web.stanford.edu/~bvr/pubs/TS_Tutorial.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ThompsonSamplingAgent(AbstractAgent):\n",
    "    def get_action(self):\n",
    "        # YOUR CODE HERE\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_regret(env, agents, n_steps=5000, n_trials=50):\n",
    "    scores = {\n",
    "        agent.name: [0.0 for step in range(n_steps)] for agent in agents\n",
    "    }\n",
    "\n",
    "    for trial in range(n_trials):\n",
    "        env.reset()\n",
    "\n",
    "        for a in agents:\n",
    "            a.init_actions(env.action_count)\n",
    "\n",
    "        for i in range(n_steps):\n",
    "            optimal_reward = env.optimal_reward()\n",
    "\n",
    "            for agent in agents:\n",
    "                action = agent.get_action()\n",
    "                reward = env.pull(action)\n",
    "                agent.update(action, reward)\n",
    "                scores[agent.name][i] += optimal_reward - reward\n",
    "\n",
    "            env.step()  # change bandit's state if it is unstationary\n",
    "\n",
    "    plt.figure(figsize=(17, 8))\n",
    "    for agent in agents:\n",
    "        plt.plot(np.cumsum(scores[agent.name]) / n_trials)\n",
    "\n",
    "    plt.legend([agent.name for agent in agents])\n",
    "\n",
    "    plt.ylabel(\"regret\")\n",
    "    plt.xlabel(\"steps\")\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa18f3a7da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Uncomment agents\n",
    "agents = [\n",
    "    #     EpsilonGreedyAgent(),\n",
    "    #     UCBAgent(),\n",
    "    #     ThompsonSamplingAgent()\n",
    "]\n",
    "\n",
    "plot_regret(BernoulliBandit(), agents, n_steps=10000, n_trials=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bonus 1.1. Gittins index (5 points).\n",
    "\n",
    "Bernoulli bandit problem has an optimal solution - Gittins index algorithm. Implement finite horizon version of the algorithm and demonstrate it's performance with experiments. some articles:\n",
    "- Wikipedia article - https://en.wikipedia.org/wiki/Gittins_index\n",
    "- Different algorithms for index computation - http://www.ece.mcgill.ca/~amahaj1/projects/bandits/book/2013-bandit-computations.pdf (see \"Bernoulli\" section)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HW 1.1. Nonstationary Bernoulli bandit\n",
    "\n",
    "What if success probabilities change over time? Here is an example of such bandit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DriftingBandit(BernoulliBandit):\n",
    "    def __init__(self, n_actions=5, gamma=0.01):\n",
    "        \"\"\"\n",
    "        Idea from https://github.com/iosband/ts_tutorial\n",
    "        \"\"\"\n",
    "        super().__init__(n_actions)\n",
    "\n",
    "        self._gamma = gamma\n",
    "\n",
    "        self._successes = None\n",
    "        self._failures = None\n",
    "        self._steps = 0\n",
    "\n",
    "        self.reset()\n",
    "\n",
    "    def reset(self):\n",
    "        self._successes = np.zeros(self.action_count) + 1.0\n",
    "        self._failures = np.zeros(self.action_count) + 1.0\n",
    "        self._steps = 0\n",
    "\n",
    "    def step(self):\n",
    "        action = np.random.randint(self.action_count)\n",
    "        reward = self.pull(action)\n",
    "        self._step(action, reward)\n",
    "\n",
    "    def _step(self, action, reward):\n",
    "        self._successes = self._successes * (1 - self._gamma) + self._gamma\n",
    "        self._failures = self._failures * (1 - self._gamma) + self._gamma\n",
    "        self._steps += 1\n",
    "\n",
    "        self._successes[action] += reward\n",
    "        self._failures[action] += 1.0 - reward\n",
    "\n",
    "        self._probs = np.random.beta(self._successes, self._failures)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And a picture how it's reward probabilities change over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa18fa15ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "drifting_env = DriftingBandit(n_actions=5)\n",
    "\n",
    "drifting_probs = []\n",
    "for i in range(20000):\n",
    "    drifting_env.step()\n",
    "    drifting_probs.append(drifting_env._probs)\n",
    "\n",
    "plt.figure(figsize=(17, 8))\n",
    "plt.plot(pandas.DataFrame(drifting_probs).rolling(window=20).mean())\n",
    "\n",
    "plt.xlabel(\"steps\")\n",
    "plt.ylabel(\"Success probability\")\n",
    "plt.title(\"Reward probabilities over time\")\n",
    "plt.legend([\"Action {}\".format(i) for i in range(drifting_env.action_count)])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Your task is to invent an agent that will have better regret than stationary agents from above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# YOUR AGENT HERE SECTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa195e75278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "drifting_agents = [\n",
    "    ThompsonSamplingAgent(),\n",
    "    EpsilonGreedyAgent(),\n",
    "    UCBAgent(),\n",
    "    YourAgent()\n",
    "]\n",
    "\n",
    "plot_regret(DriftingBandit(), drifting_agents, n_steps=20000, n_trials=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2. Contextual bandit\n",
    "\n",
    "Now we will solve much more complex problem - reward will depend on bandit's state.\n",
    "\n",
    "**Real-word analogy:**\n",
    "\n",
    "> Contextual advertising. We have a lot of banners and a lot of different users. Users can have different features: age, gender, search requests. We want to show banner with highest click probability.\n",
    "\n",
    "If we want use strategies from above, we need some how store reward distributions conditioned both on actions and bandit's state. \n",
    "One way to do this - use bayesian neural networks. Instead of giving pointwise estimates of target, they maintain probability distributions\n",
    "\n",
    "<img src=\"bnn.png\">\n",
    "Picture from https://arxiv.org/pdf/1505.05424.pdf\n",
    "\n",
    "\n",
    "More material:\n",
    "  * A post on the matter - [url](http://twiecki.github.io/blog/2016/07/05/bayesian-deep-learning/)\n",
    "  * Theano+PyMC3 for more serious stuff - [url](http://pymc-devs.github.io/pymc3/notebooks/bayesian_neural_network_advi.html)\n",
    "  * Same stuff in tensorflow - [url](http://edwardlib.org/tutorials/bayesian-neural-network)\n",
    "  \n",
    "Let's load our dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "State size: 60, actions: 10\n"
     ]
    }
   ],
   "source": [
    "all_states = np.load(\"all_states.npy\")\n",
    "action_rewards = np.load(\"action_rewards.npy\")\n",
    "\n",
    "state_size = all_states.shape[1]\n",
    "n_actions = action_rewards.shape[1]\n",
    "\n",
    "print(\"State size: %i, actions: %i\" % (state_size, n_actions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import theano\n",
    "import theano.tensor as T\n",
    "import lasagne\n",
    "from lasagne import init\n",
    "from lasagne.layers import *\n",
    "import bayes\n",
    "\n",
    "as_bayesian = bayes.bbpwrap(bayes.NormalApproximation(std=0.1))\n",
    "BayesDenseLayer = as_bayesian(DenseLayer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 Bulding a BNN agent\n",
    "\n",
    "Let's implement epsilon-greedy BNN agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BNNAgent:\n",
    "    \"\"\"a bandit with bayesian neural net\"\"\"\n",
    "\n",
    "    def __init__(self, state_size, n_actions):\n",
    "        input_states = T.matrix(\"states\")\n",
    "        target_actions = T.ivector(\"actions taken\")\n",
    "        target_rewards = T.vector(\"rewards\")\n",
    "\n",
    "        self.total_samples_seen = theano.shared(\n",
    "            np.int32(0), \"number of training samples seen so far\")\n",
    "        batch_size = target_actions.shape[0]  # por que?\n",
    "\n",
    "        # Network\n",
    "        inp = InputLayer((None, state_size), name='input')\n",
    "        # YOUR NETWORK HERE\n",
    "        out = <Your network >\n",
    "\n",
    "        # Prediction\n",
    "        prediction_all_actions = get_output(out, inputs=input_states)\n",
    "        self.predict_sample_rewards = theano.function(\n",
    "            [input_states], prediction_all_actions)\n",
    "\n",
    "        # Training\n",
    "\n",
    "        # select prediction for target action\n",
    "        prediction_target_actions = prediction_all_actions[T.arange(\n",
    "            batch_size), target_actions]\n",
    "\n",
    "        # loss = negative log-likelihood (mse) + KL\n",
    "        negative_llh = T.sum((prediction_target_actions - target_rewards)**2)\n",
    "\n",
    "        kl = bayes.get_var_cost(out) / (self.total_samples_seen+batch_size)\n",
    "\n",
    "        loss = (negative_llh + kl)/batch_size\n",
    "\n",
    "        self.weights = get_all_params(out, trainable=True)\n",
    "        self.out = out\n",
    "\n",
    "        # gradient descent\n",
    "        updates = lasagne.updates.adam(loss, self.weights)\n",
    "        # update counts\n",
    "        updates[self.total_samples_seen] = self.total_samples_seen + \\\n",
    "            batch_size.astype('int32')\n",
    "\n",
    "        self.train_step = theano.function([input_states, target_actions, target_rewards],\n",
    "                                          [negative_llh, kl],\n",
    "                                          updates=updates,\n",
    "                                          allow_input_downcast=True)\n",
    "\n",
    "    def sample_prediction(self, states, n_samples=1):\n",
    "        \"\"\"Samples n_samples predictions for rewards,\n",
    "\n",
    "        :returns: tensor [n_samples, state_i, action_i]\n",
    "        \"\"\"\n",
    "        assert states.ndim == 2, \"states must be 2-dimensional\"\n",
    "\n",
    "        return np.stack([self.predict_sample_rewards(states) for _ in range(n_samples)])\n",
    "\n",
    "    epsilon = 0.25\n",
    "\n",
    "    def get_action(self, states):\n",
    "        \"\"\"\n",
    "        Picks action by \n",
    "        - with p=1-epsilon, taking argmax of average rewards\n",
    "        - with p=epsilon, taking random action\n",
    "        This is exactly e-greedy policy.\n",
    "        \"\"\"\n",
    "\n",
    "        reward_samples = self.sample_prediction(states, n_samples=100)\n",
    "        # ^-- samples for rewards, shape = [n_samples,n_states,n_actions]\n",
    "\n",
    "        best_actions = reward_samples.mean(axis=0).argmax(axis=-1)\n",
    "        # ^-- we take mean over samples to compute expectation, then pick best action with argmax\n",
    "\n",
    "        # YOUR CODE HERE\n",
    "        chosen_actions = <-- implement epsilon-greedy strategy - ->\n",
    "\n",
    "        return chosen_actions\n",
    "\n",
    "    def train(self, states, actions, rewards, n_iters=10):\n",
    "        \"\"\"\n",
    "        trains to predict rewards for chosen actions in given states\n",
    "        \"\"\"\n",
    "        loss_sum = kl_sum = 0\n",
    "        for _ in range(n_iters):\n",
    "            loss, kl = self.train_step(states, actions, rewards)\n",
    "            loss_sum += loss\n",
    "            kl_sum += kl\n",
    "\n",
    "        return loss_sum / n_iters, kl_sum / n_iters\n",
    "\n",
    "    @property\n",
    "    def name(self):\n",
    "        return self.__class__.__name__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Training the agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_ITERS = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_new_samples(states, action_rewards, batch_size=10):\n",
    "    \"\"\"samples random minibatch, emulating new users\"\"\"\n",
    "    batch_ix = np.random.randint(0, len(states), batch_size)\n",
    "    return states[batch_ix], action_rewards[batch_ix]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import clear_output\n",
    "\n",
    "from pandas import DataFrame\n",
    "moving_average = lambda x, **kw: DataFrame(\n",
    "    {'x': np.asarray(x)}).x.ewm(**kw).mean().values\n",
    "\n",
    "def train_contextual_agent(agent, batch_size=10, n_iters=100):\n",
    "    rewards_history = []\n",
    "\n",
    "    for i in range(n_iters):\n",
    "        b_states, b_action_rewards = get_new_samples(\n",
    "            all_states, action_rewards, batch_size)\n",
    "        b_actions = agent.get_action(b_states)\n",
    "        b_rewards = b_action_rewards[\n",
    "            np.arange(batch_size), b_actions\n",
    "        ]\n",
    "\n",
    "        mse, kl = agent.train(b_states, b_actions, b_rewards, n_iters=100)\n",
    "\n",
    "        rewards_history.append(b_rewards.mean())\n",
    "\n",
    "        if i % 10 == 0:\n",
    "            clear_output(True)\n",
    "            print(\"iteration #%i\\tmean reward=%.3f\\tmse=%.3f\\tkl=%.3f\" %\n",
    "                  (i, np.mean(rewards_history[-10:]), mse, kl))\n",
    "            plt.plot(rewards_history)\n",
    "            plt.plot(moving_average(np.array(rewards_history), alpha=0.1))\n",
    "            plt.title(\"Reward per epesode\")\n",
    "            plt.xlabel(\"Episode\")\n",
    "            plt.ylabel(\"Reward\")\n",
    "            plt.show()\n",
    "\n",
    "            samples = agent.sample_prediction(\n",
    "                b_states[:1], n_samples=100).T[:, 0, :]\n",
    "            for i in range(len(samples)):\n",
    "                plt.hist(samples[i], alpha=0.25, label=str(i))\n",
    "                plt.legend(loc='best')\n",
    "            print('Q(s,a) std:', ';'.join(\n",
    "                list(map('{:.3f}'.format, np.std(samples, axis=1)))))\n",
    "            print('correct', b_action_rewards[0].argmax())\n",
    "            plt.title(\"p(Q(s, a))\")\n",
    "            plt.show()\n",
    "\n",
    "    return moving_average(np.array(rewards_history), alpha=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration #90\tmean reward=0.560\tmse=0.457\tkl=0.044\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa195ad1a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Q(s,a) std: 0.178;0.011;0.000;0.000;0.195;0.000;0.000;0.124;0.023;0.000\n",
      "correct 4\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa195bd5f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:37: FutureWarning: pd.ewm_mean is deprecated for ndarrays and will be removed in a future version\n"
     ]
    }
   ],
   "source": [
    "bnn_agent = BNNAgent(state_size=state_size, n_actions=n_actions)\n",
    "greedy_agent_rewards = train_contextual_agent(\n",
    "    bnn_agent, batch_size=10, n_iters=N_ITERS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HW 2.1 Better exploration\n",
    "\n",
    "Use strategies from first part to gain more reward in contextual setting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ThompsonBNNAgent(BNNAgent):\n",
    "    def get_action(self, states):\n",
    "        \"\"\"\n",
    "        picks action based by taking _one_ sample from BNN and taking action with highest sampled reward (yes, that simple)\n",
    "        This is exactly thompson sampling.\n",
    "        \"\"\"\n",
    "\n",
    "        # YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration #90\tmean reward=0.360\tmse=0.590\tkl=0.038\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa18f44e470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Q(s,a) std: 0.000;0.028;0.277;0.000;0.044;0.059;0.063;0.093;0.000;0.018\n",
      "correct 2\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAFo9JREFUeJzt3XuQ1eWd5/H3NzRIRCIIzcVutBs1Cl4GEYKWLiE6GmRSeIEYjBlRIeymMjuw2dTq7FZtCmsqManNGk2y2aDxMnFKkmGthSWGDUEtjRnFBjQhYS1RVJogtC0gV/vis3/00bQE6KbP7/Tp/vX7VdV1frfzPN9zWj/8+umnnxMpJSRJ+fWxchcgSSotg16Scs6gl6ScM+glKecMeknKOYNeknLOoJeknDPoJSnnDHpJyrmKchcAMHz48FRTU1PuMiSpV1m3bt3bKaXKjq7rEUFfU1NDXV1ducuQpF4lIt7ozHUO3UhSzhn0kpRzBr0k5VyPGKOXpHJpbm6mvr6eQ4cOlbuUoxo4cCDV1dX079+/S8836CX1afX19QwePJiamhoiotzl/IWUEo2NjdTX11NbW9ulNjocuomIByJiZ0RsbHfslIhYHRGvFB6HFo5HRNwbEZsj4ncRMbFLVUlSNzl06BDDhg3rkSEPEBEMGzasqJ84OjNG/xAw/bBjdwBrUkpnAWsK+wBXA2cVvhYAP+pyZZLUTXpqyH+g2Po6DPqU0tPAO4cdvgZ4uLD9MHBtu+P/lNo8BwyJiNFFVShJKkpXx+hHppS2F7bfAkYWtquAre2uqy8c244k9QL/+mpjpu1dcsawDq9ZtWoVCxcupLW1lfnz53PHHXd0+JzjUfQvY1NKKSKO+xPGI2IBbcM7nHbaacWW0af964ofHPdzLpn5dyWoRNLxam1t5atf/SqrV6+murqayZMnM3PmTMaPH59ZH12dR7/jgyGZwuPOwvFtwJh211UXjv2FlNKSlNKklNKkysoOl2qQpFxau3YtZ555JmPHjmXAgAHMmTOH5cuXZ9pHV4N+BTC3sD0XWN7u+M2F2TcXA3vaDfFIkg6zbds2xoz58/1xdXU127Yd8f64yzocuomIR4FpwPCIqAe+AdwF/Dwi5gFvADcULn8cmAFsBg4At2ZarSTpuHUY9CmlG49y6oojXJuArxZblI7Pxn4nA3Be654yVyLpeFVVVbF165/nsNTX11NVVZVpH651I0llNHnyZF555RW2bNlCU1MTS5cuZebMmZn24RIIktROZ6ZDZqmiooIf/OAHfPazn6W1tZXbbruNc889N9s+Mm1NknTcZsyYwYwZM0rWvkM3kpRzBr0k5ZxBL0k5Z9BLUs4Z9JKUcwa9JOWc0ytzoOWdto8LaD74Nv1HjezgaknHtOWZbNur/TcdXnLbbbexcuVKRowYwcaNGzu8/nh5Ry9JZXbLLbewatWqkrVv0EtSmU2dOpVTTjmlZO0b9JKUcwa9JOWcQS9JOWfQ50BF6wAqWgcwoOUEKg74LZX0UU6vlKT2OjEdMms33ngjTz31FG+//TbV1dUsXryYefPmZda+QS9JZfboo4+WtH1/zpeknDPoJSnnDHpJyjmDXpJyzqCXpJwz6CUp55xemQP7328CYM/7h+j33j5aI33k/Cc+PqgcZUm90gtvvZBpe5NHTT7m+a1bt3LzzTezY8cOIoIFCxawcOHCTGsw6CWpjCoqKvjud7/LxIkT2bt3LxdddBFXXnkl48ePz6wPh25yoKW5iZbmJpreO1TuUiQdp9GjRzNx4kQABg8ezLhx49i2bVumfRj0ktRDvP7662zYsIEpU6Zk2q5BL0k9wL59+5g1axbf+973+MQnPpFp2wa9JJVZc3Mzs2bN4qabbuL666/PvH2DXpLKKKXEvHnzGDduHF/72tdK0oezbiSpnY6mQ2bt2Wef5ac//Snnn38+EyZMAOCb3/wmM2bMyKyPooI+Iv4DMB9IwO+BW4HRwFJgGLAO+NuUUlORdUpSLl122WWklDq+sAhdHrqJiCrg74FJKaXzgH7AHODbwN0ppTOBXUB2q+dLko5bsWP0FcDHI6ICOBHYDlwOLCucfxi4tsg+JElF6HLQp5S2Af8NeJO2gN9D21DN7pRSS+GyeqCq2CIlSV1XzNDNUOAaoBY4FRgETD+O5y+IiLqIqGtoaOhqGZKkDhQzdPPXwJaUUkNKqRl4DLgUGFIYygGoBo74t7wppSUppUkppUmVlZVFlCFJOpZigv5N4OKIODEiArgC+CPwJDC7cM1cYHlxJUqSitHl6ZUppecjYhmwHmgBNgBLgF8ASyPiHwvHfpJFoZLUHfY/vzbT9gZN+dQxzx86dIipU6fy3nvv0dLSwuzZs1m8eHGmNRQ1jz6l9A3gG4cdfg049iuTJAFwwgkn8MQTT3DSSSfR3NzMZZddxtVXX83FF1+cWR8ugSBJZRQRnHTSSUDbmjfNzc20jYZnx6CXpDJrbW1lwoQJjBgxgiuvvNJliiUpb/r168eLL75IfX09a9euZePGjZm2b9BLUg8xZMgQPvOZz7Bq1apM2zXoJamMGhoa2L17NwAHDx5k9erVnHPOOZn24TLFktROR9Mhs7Z9+3bmzp1La2sr77//PjfccAOf+9znMu3DoJekMrrgggvYsGFDSftw6EaScs6gl6ScM+glKecMeknKOYNeknLOoJeknHN6pSS1s+3lXZm2V3X20E5d19rayqRJk6iqqmLlypWZ1uAdvST1APfccw/jxo0rSdsGvSSVWX19Pb/4xS+YP39+Sdo36CWpzBYtWsR3vvMdPvax0kSyQS9JZbRy5UpGjBjBRRddVLI+DHpJKqNnn32WFStWUFNTw5w5c3jiiSf40pe+lGkfBr0kldG3vvUt6uvref3111m6dCmXX345jzzySKZ9OL1Sktrp7HTI3sSgl6QeYtq0aUybNi3zdh26kaScM+glKecMeknKOYNeknLOoJeknDPoJSnnnF4pSe1s/cPvMm1vzLkXdHhNTU0NgwcPpl+/flRUVFBXV5dpDQa9JPUATz75JMOHDy9J2w7dSFLOGfSSVGYRwVVXXcVFF13EkiVLMm/foRtJKrPf/OY3VFVVsXPnTq688krOOeccpk6dmln7Rd3RR8SQiFgWEf8vIjZFxCURcUpErI6IVwqP+VshSJIyVFVVBcCIESO47rrrWLt2babtFzt0cw+wKqV0DvBXwCbgDmBNSuksYE1hX5J0BPv372fv3r0fbv/qV7/ivPPOy7SPLg/dRMTJwFTgFoCUUhPQFBHXANMKlz0MPAXcXkyRktRdOjMdMks7duzguuuuA6ClpYUvfvGLTJ8+PdM+ihmjrwUagAcj4q+AdcBCYGRKaXvhmreAkcWVKEn5NXbsWF566aWS9lHM0E0FMBH4UUrpQmA/hw3TpJQSkI705IhYEBF1EVHX0NBQRBmSpGMpJujrgfqU0vOF/WW0Bf+OiBgNUHjceaQnp5SWpJQmpZQmVVZWFlGGJOlYuhz0KaW3gK0RcXbh0BXAH4EVwNzCsbnA8qIqlCQVpdh59P8e+OeIGAC8BtxK2z8eP4+IecAbwA1F9iFJKkJRQZ9SehGYdIRTVxTTriQpOy6BIEk55xIIktTOoVd3Z9rewDOGdHjN7t27mT9/Phs3biQieOCBB7jkkksyq8Ggl6QyW7hwIdOnT2fZsmU0NTVx4MCBTNs36CWpjPbs2cPTTz/NQw89BMCAAQMYMGBApn04Ri9JZbRlyxYqKyu59dZbufDCC5k/fz779+/PtA+DXpLKqKWlhfXr1/OVr3yFDRs2MGjQIO66665M+zDoJamMqqurqa6uZsqUKQDMnj2b9evXZ9qHQS9JZTRq1CjGjBnDyy+/DMCaNWsYP358pn34y1hJaqcz0yGz9v3vf5+bbrqJpqYmxo4dy4MPPphp+wa9JJXZhAkTqKurK1n7Dt1IUs4Z9JKUcwa9JOWcQS9JOWfQS1LOGfSSlHNOr5SkdrZs2ZJpe7W1tcc8//LLL/OFL3zhw/3XXnuNO++8k0WLFmVWg0EvSWV09tln8+KLLwLQ2tpKVVUV1113XaZ9OHQjST3EmjVrOOOMMzj99NMzbdegl6QeYunSpdx4442Zt2vQS1IP0NTUxIoVK/j85z+fedsGvST1AL/85S+ZOHEiI0eOzLxtg16SeoBHH320JMM24KwbSfqIjqZDlsL+/ftZvXo1P/7xj0vSvkEvSWU2aNAgGhsbS9a+QzeSlHMGvSTlnEEvSTln0EtSzhn0kpRzBr0k5ZzTKyWpnV27nsu0vaFDL+7wmrvvvpv777+fiOD888/nwQcfZODAgZnVUPQdfUT0i4gNEbGysF8bEc9HxOaI+FlEDCi+TEnKp23btnHvvfdSV1fHxo0baW1tZenSpZn2kcXQzUJgU7v9bwN3p5TOBHYB8zLoQ5Jyq6WlhYMHD9LS0sKBAwc49dRTM22/qKCPiGrgb4D7C/sBXA4sK1zyMHBtMX1IUp5VVVXx9a9/ndNOO43Ro0dz8sknc9VVV2XaR7F39N8D/hPwfmF/GLA7pdRS2K8HqorsQ5Jya9euXSxfvpwtW7bwpz/9if379/PII49k2keXgz4iPgfsTCmt6+LzF0REXUTUNTQ0dLUMSerVfv3rX1NbW0tlZSX9+/fn+uuv57e//W2mfRRzR38pMDMiXgeW0jZkcw8wJCI+mM1TDWw70pNTSktSSpNSSpMqKyuLKEOSeq/TTjuN5557jgMHDpBSYs2aNYwbNy7TPro8vTKl9A/APwBExDTg6ymlmyLiX4DZtIX/XGB5BnVKUrfozHTILE2ZMoXZs2czceJEKioquPDCC1mwYEGmfZRiHv3twNKI+EdgA/CTEvQhSbmxePFiFi9eXLL2Mwn6lNJTwFOF7deAT2XRriSpeC6BIEk5Z9BLUs4Z9JKUcwa9JOWcQS9JOecyxZLUzrO79mba3qVDB3d4zT333MN9991HSokvf/nLLFq0KNMavKOXpDLauHEj9913H2vXruWll15i5cqVbN68OdM+DHpJKqNNmzYxZcoUTjzxRCoqKvj0pz/NY489lmkfBr0kldF5553HM888Q2NjIwcOHODxxx9n69atmfbhGL0kldG4ceO4/fbbueqqqxg0aBATJkygX79+mfbhHb0kldm8efNYt24dTz/9NEOHDuWTn/xkpu17Ry9JZbZz505GjBjBm2++yWOPPcZzz2X7AeUGvSS105npkFmbNWsWjY2N9O/fnx/+8IcMGTIk0/YNekkqs2eeeaak7TtGL0k5Z9BLUs4Z9JL6vJRSuUs4pmLrM+gl9WkDBw6ksbGxx4Z9SonGxkYGDhzY5Tb8ZaykPq26upr6+noaGhrKXcpRDRw4kOrq6i4/36CX1Kf179+f2tracpdRUg7dSFLOGfSSlHMGvSTlnEEvSTln0EtSzhn0kpRzBr0k5ZxBL0k5Z9BLUs4Z9JKUcy6BIPVRL7z1QqbtTR41OdP2lB3v6CUp5wx6Scq5Lgd9RIyJiCcj4o8R8YeIWFg4fkpErI6IVwqPQ7MrV5J0vIoZo28B/mNKaX1EDAbWRcRq4BZgTUrproi4A7gDuL34UiVlPa6uvqHLd/Qppe0ppfWF7b3AJqAKuAZ4uHDZw8C1xRYpSeq6TMboI6IGuBB4HhiZUtpeOPUWMPIoz1kQEXURUdeTP9lFknq7ooM+Ik4C/hewKKX0bvtzqe1DGI/4QYwppSUppUkppUmVlZXFliFJOoqi5tFHRH/aQv6fU0qPFQ7viIjRKaXtETEa2FlskVJv5Zi6eoJiZt0E8BNgU0rpv7c7tQKYW9ieCyzvenmSpGIVc0d/KfC3wO8j4sXCsf8M3AX8PCLmAW8ANxRXoiSpGF0O+pTSb4A4yukrutquJClb/mWsJOWcQS9JOWfQS1LOGfSSlHMGvSTlnEEvSTln0EtSzhn0kpRzBr0k5ZxBL0k5Z9BLUs4Z9JKUcwa9JOWcQS9JOWfQS1LOFfVRgpL0gZ78sYmTR00udwll5R29JOWcQS9JOWfQS1LOGfSSlHMGvSTlnLNu+oB3D+7/i2Nbtmz5cLu2trY7y+nxevLsEakrvKOXpJwz6CUp5wx6Sco5g16Scs6gl6ScM+glKeecXtnHHNy7G4CG11+jsmYs8NGplodz6qXyIMsps71xgTTv6CUp57yjz5n3Duyjubn5w/2PDx7SLf1u/cPvPtwec+4F3dKnpM7xjl6Scq4kd/QRMR24B+gH3J9SuqsU/ejI+jf3p1/zuwCkAwcBaOnX9sgJp/zF9W9v3ffh9vAxJx2z7UOv7ubtrXs/cmz4mMHwVsufD5zbcY3dtcxA47bGY54fVjWsW+pQfmT93253jPlnfkcfEf2AHwJXA+OBGyNifNb9SJI6pxR39J8CNqeUXgOIiKXANcAfS9CXDtOv+V02DRoFA06ktaUfZ+/b0XaieXDb+UOF8fvXt9LwTisA+3a/B8Dgs2oAWH+w7e78vF2HOPR+2yydV9as/nMng0/9cLPhwDv8qfGEj9TQctiCaYde3f2R8wPP6J7fG0hqU4ox+ipga7v9+sIxSVIZlG3WTUQsABYUdvdFxMtdbGo48HY2VfVaff096OuvH3wP+urrP70zF5Ui6LcBY9rtVxeOfURKaQmwpNjOIqIupTSp2HZ6s77+HvT11w++B3399XekFEM3LwBnRURtRAwA5gArStCPJKkTMr+jTym1RMTfAf+XtumVD6SU/pB1P5KkzinJGH1K6XHg8VK0fQRFD//kQF9/D/r66wffg77++o8pUkrlrkGSVEIugSBJOdfrgj4iTomI1RHxSuFx6FGua42IFwtfvf6XwRExPSJejojNEXHHEc6fEBE/K5x/PiJqur/K0urEe3BLRDS0+77PL0edpRIRD0TEzojYeJTzERH3Ft6f30XExO6usZQ68fqnRcSedt///9rdNfZUvS7ogTuANSmls4A1hf0jOZhSmlD4mtl95WWvk8tKzAN2pZTOBO4Gvt29VZbWcSyt8bN23/f7u7XI0nsImH6M81cDZxW+FgA/6oaautNDHPv1AzzT7vt/ZzfU1Cv0xqC/Bni4sP0wcG0Za+kuHy4rkVJqAj5YVqK99u/LMuCKiIhurLHUOvMe5FpK6WngnWNccg3wT6nNc8CQiBjdPdWVXidev46iNwb9yJTS9sL2W8DIo1w3MCLqIuK5iOjt/xh0ZlmJD69JKbUAe4A8Lc3Y2aU1ZhWGLZZFxJgjnM8zlx+BSyLipYj4ZUR0Yh3VvqFHfvBIRPwaGHWEU/+l/U5KKUXE0aYNnZ5S2hYRY4EnIuL3KaVXs65VPcr/AR5NKb0XEf+Wtp9wLi9zTeo+62n7/35fRMwA/jdtw1h9Xo8M+pTSXx/tXETsiIjRKaXthR9Ldx6ljW2Fx9ci4ingQqC3Bn1nlpX44Jr6iKgATgaOvRh779Lhe5BSav967we+0w119SSdWn4kr1JK77bbfjwi/kdEDE8p9cU1cD6iNw7drADmFrbnAssPvyAihkbECYXt4cCl9O5lkjuzrET792U28ETK1x9JdPgeHDYePRPY1I319QQrgJsLs28uBva0G+bMvYgY9cHvpSLiU7TlW55udrqsR97Rd+Au4OcRMQ94A7gBICImAf8upTQfGAf8OCLep+2bfVdKqdcG/dGWlYiIO4G6lNIK4CfATyNiM22/sJpTvoqz18n34O8jYibQQtt7cEvZCi6BiHgUmAYMj4h64BtAf4CU0v+k7a/RZwCbgQPAreWptDQ68fpnA1+JiBbgIDAnZzc7XeZfxkpSzvXGoRtJ0nEw6CUp5wx6Sco5g16Scs6gl6ScM+glKecMeknKOYNeknLu/wNbUSqUIPBwvQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa18f6d7f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:32: FutureWarning: pd.ewm_mean is deprecated for ndarrays and will be removed in a future version\n"
     ]
    }
   ],
   "source": [
    "thompson_agent_rewards = train_contextual_agent(ThompsonBNNAgent(state_size=state_size, n_actions=n_actions),\n",
    "                                               batch_size=10, n_iters=N_ITERS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BayesUCBBNNAgent(BNNAgent):\n",
    "    q = 90\n",
    "\n",
    "    def get_action(self, states):\n",
    "        \"\"\"\n",
    "        Compute q-th percentile of rewards P(r|s,a) for all actions\n",
    "        Take actions that have highest percentiles.\n",
    "\n",
    "        This implements bayesian UCB strategy\n",
    "        \"\"\"\n",
    "\n",
    "        # YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration #90\tmean reward=0.630\tmse=0.354\tkl=0.047\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa19029eb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Q(s,a) std: 0.067;0.027;0.093;0.069;0.014;0.148;0.173;0.026;0.043;0.101\n",
      "correct 5\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa19027c4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:32: FutureWarning: pd.ewm_mean is deprecated for ndarrays and will be removed in a future version\n"
     ]
    }
   ],
   "source": [
    "ucb_agent_rewards = train_contextual_agent(BayesUCBBNNAgent(state_size=state_size, n_actions=n_actions),\n",
    "                                           batch_size=10, n_iters=N_ITERS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa18f1f8a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(17, 8))\n",
    "\n",
    "plt.plot(greedy_agent_rewards)\n",
    "plt.plot(thompson_agent_rewards)\n",
    "plt.plot(ucb_agent_rewards)\n",
    "\n",
    "plt.legend([\n",
    "    \"Greedy BNN\",\n",
    "    \"Thompson sampling BNN\",\n",
    "    \"UCB BNN\"\n",
    "])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3. Exploration in MDP\n",
    "\n",
    "The following problem, called \"river swim\", illustrates importance of exploration in context of mdp's."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"river_swim.png\">\n",
    "\n",
    "Picture from https://arxiv.org/abs/1306.0940"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rewards and transition probabilities are unknown to an agent. Optimal policy is to swim against current, while easiest way to gain reward is to go left."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RiverSwimEnv:\n",
    "    LEFT_REWARD = 5.0 / 1000\n",
    "    RIGHT_REWARD = 1.0\n",
    "\n",
    "    def __init__(self, intermediate_states_count=4, max_steps=16):\n",
    "        self._max_steps = max_steps\n",
    "        self._current_state = None\n",
    "        self._steps = None\n",
    "        self._interm_states = intermediate_states_count\n",
    "        self.reset()\n",
    "\n",
    "    def reset(self):\n",
    "        self._steps = 0\n",
    "        self._current_state = 1\n",
    "        return self._current_state, 0.0, False\n",
    "\n",
    "    @property\n",
    "    def n_actions(self):\n",
    "        return 2\n",
    "\n",
    "    @property\n",
    "    def n_states(self):\n",
    "        return 2 + self._interm_states\n",
    "\n",
    "    def _get_transition_probs(self, action):\n",
    "        if action == 0:\n",
    "            if self._current_state == 0:\n",
    "                return [0, 1.0, 0]\n",
    "            else:\n",
    "                return [1.0, 0, 0]\n",
    "\n",
    "        elif action == 1:\n",
    "            if self._current_state == 0:\n",
    "                return [0, .4, .6]\n",
    "            if self._current_state == self.n_states - 1:\n",
    "                return [.4, .6, 0]\n",
    "            else:\n",
    "                return [.05, .6, .35]\n",
    "        else:\n",
    "            raise RuntumeError(\n",
    "                \"Unknown action {}. Max action is {}\".format(action, self.n_actions))\n",
    "\n",
    "    def step(self, action):\n",
    "        \"\"\"\n",
    "        :param action:\n",
    "        :type action: int\n",
    "        :return: observation, reward, is_done\n",
    "        :rtype: (int, float, bool)\n",
    "        \"\"\"\n",
    "        reward = 0.0\n",
    "\n",
    "        if self._steps >= self._max_steps:\n",
    "            return self._current_state, reward, True\n",
    "\n",
    "        transition = np.random.choice(\n",
    "            range(3), p=self._get_transition_probs(action))\n",
    "        if transition == 0:\n",
    "            self._current_state -= 1\n",
    "        elif transition == 1:\n",
    "            pass\n",
    "        else:\n",
    "            self._current_state += 1\n",
    "\n",
    "        if self._current_state == 0:\n",
    "            reward = self.LEFT_REWARD\n",
    "        elif self._current_state == self.n_states - 1:\n",
    "            reward = self.RIGHT_REWARD\n",
    "\n",
    "        self._steps += 1\n",
    "        return self._current_state, reward, False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's implement q-learning agent with epsilon-greedy exploration strategy and see how it performs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class QLearningAgent:\n",
    "    def __init__(self, n_states, n_actions, lr=0.2, gamma=0.95, epsilon=0.1):\n",
    "        self._gamma = gamma\n",
    "        self._epsilon = epsilon\n",
    "        self._q_matrix = np.zeros((n_states, n_actions))\n",
    "        self._lr = lr\n",
    "\n",
    "    def get_action(self, state):\n",
    "        if np.random.random() < self._epsilon:\n",
    "            return np.random.randint(0, self._q_matrix.shape[1])\n",
    "        else:\n",
    "            return np.argmax(self._q_matrix[state])\n",
    "\n",
    "    def get_q_matrix(self):\n",
    "        \"\"\" Used for policy visualization\n",
    "        \"\"\"\n",
    "\n",
    "        return self._q_matrix\n",
    "\n",
    "    def start_episode(self):\n",
    "        \"\"\" Used in PSRL agent\n",
    "        \"\"\"\n",
    "        pass\n",
    "\n",
    "    def update(self, state, action, reward, next_state):\n",
    "        # YOUR CODE HERE\n",
    "        # Finish implementation of q-learnig agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_mdp_agent(agent, env, n_episodes):\n",
    "    episode_rewards = []\n",
    "\n",
    "    for ep in range(n_episodes):\n",
    "        state, ep_reward, is_done = env.reset()\n",
    "        agent.start_episode()\n",
    "        while not is_done:\n",
    "            action = agent.get_action(state)\n",
    "\n",
    "            next_state, reward, is_done = env.step(action)\n",
    "            agent.update(state, action, reward, next_state)\n",
    "\n",
    "            state = next_state\n",
    "            ep_reward += reward\n",
    "\n",
    "        episode_rewards.append(ep_reward)\n",
    "    return episode_rewards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:6: FutureWarning: pd.ewm_mean is deprecated for ndarrays and will be removed in a future version\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa195ecb2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = RiverSwimEnv()\n",
    "agent = QLearningAgent(env.n_states, env.n_actions)\n",
    "rews = train_mdp_agent(agent, env, 1000)\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "plt.plot(moving_average(np.array(rews), alpha=.1))\n",
    "plt.xlabel(\"Episode count\")\n",
    "plt.ylabel(\"Reward\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize our policy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_policy(agent):\n",
    "    fig = plt.figure(figsize=(15, 8))\n",
    "    ax = fig.add_subplot(111)\n",
    "    ax.matshow(agent.get_q_matrix().T)\n",
    "    ax.set_yticklabels(['', 'left', 'right'])\n",
    "    plt.xlabel(\"State\")\n",
    "    plt.ylabel(\"Action\")\n",
    "    plt.title(\"Values of state-action pairs\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa195dcb358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_policy(agent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As your see, agent uses suboptimal policy of going left and does not explore the right state."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bonus 3.1 Posterior sampling RL (3 points)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will implement Thompson Sampling for MDP!\n",
    "\n",
    "General algorithm:\n",
    "\n",
    ">**for** episode $k = 1,2,...$ **do**\n",
    ">> sample $M_k \\sim f(\\bullet\\ |\\ H_k)$\n",
    "\n",
    ">> compute policy $\\mu_k$ for $M_k$\n",
    "\n",
    ">> **for** time $t = 1, 2,...$ **do**\n",
    "\n",
    ">>> take action  $a_t$ from $\\mu_k$ \n",
    "\n",
    ">>> observe $r_t$ and $s_{t+1}$\n",
    ">>> update $H_k$\n",
    "\n",
    ">> **end for**\n",
    "\n",
    ">**end for**\n",
    "\n",
    "In our case we will model $M_k$ with two matricies: transition and reward. Transition matrix is sampled from dirichlet distribution. Reward matrix is sampled from normal-gamma distribution.\n",
    "\n",
    "Distributions are updated with bayes rule - see continious distribution section at https://en.wikipedia.org/wiki/Conjugate_prior\n",
    "\n",
    "Article on PSRL - https://arxiv.org/abs/1306.0940"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample_normal_gamma(mu, lmbd, alpha, beta):\n",
    "    \"\"\" https://en.wikipedia.org/wiki/Normal-gamma_distribution\n",
    "    \"\"\"\n",
    "    tau = np.random.gamma(alpha, beta)\n",
    "    mu = np.random.normal(mu, 1.0 / np.sqrt(lmbd * tau))\n",
    "    return mu, tau\n",
    "\n",
    "\n",
    "class PsrlAgent:\n",
    "    def __init__(self, n_states, n_actions, horizon=10):\n",
    "        self._n_states = n_states\n",
    "        self._n_actions = n_actions\n",
    "        self._horizon = horizon\n",
    "\n",
    "        # params for transition sampling - Dirichlet distribution\n",
    "        self._transition_counts = np.zeros(\n",
    "            (n_states, n_states, n_actions)) + 1.0\n",
    "\n",
    "        # params for reward sampling - Normal-gamma distribution\n",
    "        self._mu_matrix = np.zeros((n_states, n_actions)) + 1.0\n",
    "        self._state_action_counts = np.zeros(\n",
    "            (n_states, n_actions)) + 1.0  # lambda\n",
    "\n",
    "        self._alpha_matrix = np.zeros((n_states, n_actions)) + 1.0\n",
    "        self._beta_matrix = np.zeros((n_states, n_actions)) + 1.0\n",
    "\n",
    "    def _value_iteration(self, transitions, rewards):\n",
    "        # YOU CODE HERE\n",
    "        state_values = < Find action values with value iteration >\n",
    "        return state_values\n",
    "\n",
    "    def start_episode(self):\n",
    "        # sample new  mdp\n",
    "        self._sampled_transitions = np.apply_along_axis(\n",
    "            np.random.dirichlet, 1, self._transition_counts)\n",
    "\n",
    "        sampled_reward_mus, sampled_reward_stds = sample_normal_gamma(\n",
    "            self._mu_matrix,\n",
    "            self._state_action_counts,\n",
    "            self._alpha_matrix,\n",
    "            self._beta_matrix\n",
    "        )\n",
    "\n",
    "        self._sampled_rewards = sampled_reward_mus\n",
    "        self._current_value_function = self._value_iteration(\n",
    "            self._sampled_transitions, self._sampled_rewards)\n",
    "\n",
    "    def get_action(self, state):\n",
    "        return np.argmax(self._sampled_rewards[state] +\n",
    "                         self._current_value_function.dot(self._sampled_transitions[state]))\n",
    "\n",
    "    def update(self, state, action, reward, next_state):\n",
    "        # YOUR CODE HERE\n",
    "        # update rules - https://en.wikipedia.org/wiki/Conjugate_prior\n",
    "\n",
    "    def get_q_matrix(self):\n",
    "        return self._sampled_rewards + self._current_value_function.dot(self._sampled_transitions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:7: FutureWarning: pd.ewm_mean is deprecated for ndarrays and will be removed in a future version\n",
      "  import sys\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa18f7a4cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import DataFrame\n",
    "moving_average = lambda x, **kw: DataFrame(\n",
    "    {'x': np.asarray(x)}).x.ewm(**kw).mean().values\n",
    "\n",
    "horizon = 20\n",
    "env = RiverSwimEnv(max_steps=horizon)\n",
    "agent = PsrlAgent(env.n_states, env.n_actions, horizon=horizon)\n",
    "rews = train_mdp_agent(agent, env, 1000)\n",
    "\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.plot(moving_average(np.array(rews), alpha=0.1))\n",
    "\n",
    "plt.xlabel(\"Episode count\")\n",
    "plt.ylabel(\"Reward\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa18fdf3898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_policy(agent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bonus 3.2 Bootstrapped DQN (10 points)\n",
    "\n",
    "Implement Bootstrapped DQN algorithm and compare it's performance with ordinary DQN on BeamRider Atari game. Links:\n",
    "- https://arxiv.org/abs/1602.04621"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python",
   "pygments_lexer": "ipython3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
